Given the importance of engineers to a nation's economy and potential innovation, it is imperative to encourage more students to consider engineering as a college major. Previous studies have identified a broad range of high school experiences and demographic factors associated with engineering major choice; however, these factors have rarely been ranked or ordered by relative importance.

中文翻译：

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使用随机森林分析确定预测大学工程专业选择的学生人口统计和高中水平因素

鉴于工程师对国家经济和潜在创新的重要性，必须鼓励更多学生将工程作为大学专业。以前的研究已经确定了与工程专业选择相关的广泛的高中经历和人口因素；然而，这些因素很少按相对重要性排序或排序。